DOI QR코드

DOI QR Code

Analysis of Secondary Battery Trends Using Topic Modeling: Focusing on Solid-State Batteries

  • Chunghyun Do (Office of R&D Planning, Korea Research Institute of Chemical Technology) ;
  • Yong Jin Kim (Office of R&D Planning, Korea Research Institute of Chemical Technology)
  • Received : 2023.12.12
  • Accepted : 2023.12.28
  • Published : 2023.12.31

Abstract

As the widespread adoption and proliferation of electric vehicles continue, the secondary battery market is experiencing rapid growth. However, lithium-ion batteries, which constitute a majority of secondary batteries, present high risks of fire and explosion. Solid-state batteries are thus garnering attention as the next-generation batteries since they eliminate fire hazards and significantly reduce the risk of explosions. Against this background, the study aimed to analyze research trends and provide insights by examining 2,927 domestic papers related to solid-state batteries over the past decade (2013-2022). Specifically, we used topic modeling to extract major keywords associated with solid-state batteries research and to explore the network characteristics across major topics. The changes in research on solid-state batteries were analyzed in-depth by calculating topic dominance by year. The findings provide an overview of the emerging trends in domestic solid-state battery research, and might serve as a valuable reference in shaping long-term research directions.

Keywords

References

  1. Blei, D., and Lafferty, J.D. (2009). Topic Models, Text Mining: Classification, clustering, and application, 10(71), 1-34. https://doi.org/10.1201/9781420059458.ch4
  2. Blei, D., Ng, M., and Jordan, M. (2003). Latent Dirichlet allocation, Journal of Machine Learning Research, 3, 993-1022
  3. Griffiths, T.L., and Steyvers, M. (2004), Finding scientific topics, Proceedings of the National academy of Sciences, 101(1), 5228-5235 https://doi.org/10.1073/pnas.0307752101
  4. Ha, Y.C. (2021). Recent Trends in Sulfide Solid Electrolyte Technology for the Practical Development of All-Solid-State Batteries, Journal of the Korean Battery Society, 1(1), 76-80. https://doi.org/10.53619/KOBS.2021.06.1.1.76
  5. Hussain, A., Kim, C., Battsengel, G., and Jeon, J. (2021). Analyzing Technological Trends of Smart Factory using Topic Modeling. Asian Journal of Innovation & Policy, 10(3).
  6. Joo, D.Y. (2018). The Current Status and Development Issues of the Domestic Secondary Battery Industry, Sejong: Korea Institute for Industrial Economics and Trade.
  7. Kang, M.S., Park, J.H., Kim, H.O., and Kim, H.J. (2019). A Study on the Alignments Analysis Between Strategy and Budget of the Government R&D's Major Sectors, Seoul: Korea Institute of Science & Technology Evaluation and Planning.
  8. Kim, G.C., and Noh, H.J. (2019). Research Trends of Regional Geography Education Using Topic Modeling", Journal of the Korean Social Studies Association, 58(4), 49-67. https://doi.org/10.37561/sse.2019.12.58.4.49
  9. Kim, H.J., Cho, N.O., and Shin, K.S. (2015). Text Mining-Based Emerging Trend Analysis for the Aviation Industry, Journal of Intelligence and Information Systems, 21(1), 65-82. https://doi.org/10.13088/JIIS.2015.21.1.65
  10. Kim, J.W. (2022). Solid-State Batteries as Next-Generation Batteries, Daejeon: Korea Institute of Science and Technology Information.
  11. Kim, K.S. (2017). Research and Development Trends in Solid Electrolytes and Solid-State Batteries for Enhanced Safety in High-Energy Secondary Batteries, Journal of the Korean Institute of Electrical and Electronic Material Engineers, 30(7), 20-31.
  12. Kwon, K.S., and Kim, S.Y. (2023). Analysis of socio-economic issues of ChatGPT based on LDA topic modeling, Journal of Korea Technology Innovation Society, 26(4), 593-612. https://doi.org/10.35978/jktis.2023.8.26.4.594
  13. Lee, J.Y., and Lee, B.H. (2022). Sentiment Analysis and Issue Mining on All-Solid-State Battery Using Social Media Data, The Journal of the Korea Contents Association, 22(10), 11-21. https://doi.org/10.5392/JKCA.2022.22.10.011
  14. Lee, M.J., Han, J.H., Lee, K.B., Lee, Y.J., Kim, B.G., Jung, K.N., Kim, B.J., and Lee, S.W. (2022). Elastomeric electrolytes for high-energy solid-state lithium batteries, Nature, 601, 217-222 https://doi.org/10.1038/s41586-021-04209-4
  15. Lee, K.S., and Park, J.W. (2022). Solid-State Batteries, Seoul: Korea Institute of Science & Technology Evaluation and Planning.
  16. Ministry of Science and ICT (2022). Measures to Foster 12 Major National Strategic Technologies, Sejong: Ministry of Science and ICT.
  17. Ministry of Trade, Industry and Energy (2023). Measures for the Implementation of the Industrial Transformation Leading-Edge Project, Sejong: Ministry of Trade, Industry and Energy.
  18. Park, J.H., Kang, M.S., Kim, Y.J., and Kim, H.H. (2018). A Study on Government R&D Strategy and Investment Using Text Mining Analysis, Korea Technology Innovation Society 2018 Fall Conference Proceedings, 648-694.
  19. Park, S.B. (2022). Recent Advances in Interface Engineering for All-Solid-State Batteries, Journal of the Korean Ceramic Society, 25(1), 104-121. https://doi.org/10.31613/ceramist.2022.25.1.03
  20. Relevant government ministries (2021). 2030 Secondary Battery Industry (K-Battery) Development Strategies.